IS WORK OVER?

Automation index

How much of a Demand planner’s job can AI already do?

A forecast comes earlier. Neither an empty shelf nor a drowned warehouse do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Demand planner

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Forecast, promotions and bias.
Estimate

No public source provides a precise figure. This is our estimate.

18%52%+9.4
Safety stock, lead time and the order.
Estimate

No public source provides a precise figure. This is our estimate.

16%40%+6.4
Sales, the spike and the promo nobody flagged.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
S&OP, consensus and the fight over numbers.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
The supplier who fails and not covering with air.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Neither empty nor drowned, and not inflating the forecast.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%28%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • demand forecast
  • safety stock
  • lead time
  • S&OP
  • promotions
  • forecast bias
  • supplier orders
  • empty shelf

Sources for this job· O*NET 13-1081.00· ESCO/ISCO 2421

Tax inspector

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Data matching, returns and sampling.
Estimate

No public source provides a precise figure. This is our estimate.

18%52%+9.4
Requests, minutes and the proposal.
Estimate

No public source provides a precise figure. This is our estimate.

16%40%+6.4
The visit, the second till and what is not in the sheet.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Objections, appeals and the tax tribunal.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
The team, deadlines and the file that slips.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
A fair adjustment and signing the minute.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%28%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • match tax data
  • raise assessments
  • request papers
  • visit taxpayers
  • adjust tax
  • objections
  • tax tribunal
  • tax inspection

Sources for this job· O*NET 13-2081.00· ESCO/ISCO 3352

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